How to Use ΛNIK

A practical guide to getting value out of the ΛNIK analytics platform.

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Getting Started

Creating Your Account

1. Visit the ΛNIK landing page and click Create account.
2. Enter your email and password, or sign in with Google, Microsoft, or Apple.
3. Acknowledge the Terms of Service and experimental-use notices.
4. You'll land on the workspace — three panels: a left sidebar with your chat history, the conversation panel in the center, and a dashboard on the right.

No credit card is required. Free-tier users get a limited number of queries per month; Base and Plus plans lift the cap.

Asking Your First Question

Click the conversation panel and type anything about UFC or MMA. ΛNIK is built around natural language, so you don't need to learn a command syntax.

Try:

• "Who is fighting Jon Jones next?"
• "What is the odds line for UFC 310?"
• "Compare Pantoja vs Kape"

Within a few seconds you'll see:

1. A thinking indicator that shows a rotating MMA-flavored term while ΛNIK reasons.
2. Inline tool-call bubbles that show what data ΛNIK is pulling (e.g. fighter lookup, odds fetch).
3. A markdown-formatted answer with tables and citations.

Sessions and History

Each conversation is saved as a session. You can:

• Start a new session with the + button in the left sidebar.
• Switch between sessions to continue prior conversations.
• Search your history by keyword.
• Star or rename sessions for easier organization.

Sessions are tied to your account, so they persist across devices.

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What You Can Ask

ΛNIK handles queries in a few natural buckets. Below are the common categories and example prompts that work well.

Fighter Lookups

Get records, stats, and context on any fighter.

• "Tell me about Max Holloway"
• "What is Ilia Topuria's finish rate?"
• "How many UFC fights does Alex Pereira have?"

Matchup Analysis

Ask about any matchup — scheduled or hypothetical — and ΛNIK will pull records, career stats, recent form, and independent probabilistic predictions.

• "Analyze the Jones vs Aspinall matchup"
• "Who has the edge between Strickland and Dricus?"
• "Break down Pantoja vs Kape"

You'll get a response that includes fighter profiles, style-archetype collisions, win-probability densities, and method-of-victory breakdowns.

Odds and Value Detection

ΛNIK streams devigged odds from multiple sportsbooks and compares them to its own probabilistic model to flag closing line value.

• "What are the odds for UFC 310?"
• "Who is being overpriced on the card tonight?"
• "Where is the best price on Topuria?"

Historical and Statistical Questions

Because ΛNIK sits on top of a decade-deep historical record, you can ask questions that span eras and weight classes.

• "Who holds the record for most finish wins in flyweight history?"
• "What is the average fight time in heavyweight title fights?"
• "Show me the top 10 KO artists of all time"

These queries route to ΛNIK's PySpark analysis stack and return real aggregated numbers, not LLM hallucinations.

Ranking and Roster Questions

• "Who is the current middleweight champion?"
• "Show me the men's bantamweight top 10"
• "Which featherweights are on a 5-fight win streak?"

Deep Analysis

Ask ΛNIK to run specific analytical models behind its predictions.

• "Run a style-cluster analysis on the current lightweight division"
• "Which fighters have the steepest upward career trajectory?"
• "Show me weight-class-specific aging curves for flyweights"

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Understanding the Response

Tool-Call Visibility

When you ask a question, ΛNIK shows you the tools it's calling. This transparency is intentional:

• Fighter lookup — fuzzy match your input to the right fighter record.
• Record retrieval — pull wins, losses, draws, stance, reach, height.
• Odds fetch — fetch closing lines from UFC.com and live lines from DraftKings, FanDuel, etc.
• Probabilistic predictions — run the fast probabilistic model.
• Method-of-victory model — KO/TKO vs submission vs decision breakdown.
• Fight history search — pull fight history for context.

If a tool call takes a long time (typically the Bayesian MCMC models), you'll see a spinner inline. Most queries complete in under 10 seconds.

The Thinking Indicator

While ΛNIK reasons, the chat panel shows a rotating MMA-flavored term ("Adjusting for the reach disadvantage", "Factoring in the chin degradation curve", etc.). This is purely cosmetic flavor text — it's not describing actual internal computation.

Reading the Answer

Most answers use markdown tables to compare fighters side-by-side. Key things to look for:

• Probability, not a pick. ΛNIK gives you a density, not a binary winner/loser call. If the model says fighter A is 57% and the market is pricing them at -180 (≈64% implied), that tells you there may be no edge — even though A is more likely to win.
• Method-of-victory breakdown. The model also splits how the fight is likely to end — KO/TKO, submission, or decision. That informs prop bets and round betting.
• Confidence intervals. On higher-variance matchups, the interval is wide. Treat those as "too noisy to act on" rather than "lean one way."
• Citations. ΛNIK will usually reference the data it pulled. If it doesn't, ask "what data did you use for that?"

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The Right-Side Dashboard

The right panel has a set of tabs that give you fast, one-click access to common views without having to ask.

Fights Tab

Upcoming and recent fight cards. Select an event to see the full card, corner assignments, and odds.

Rankings

Current UFC rankings filterable by men's, women's, or all divisions, and by weight class.

Recordbook

All-time and active statistical records. Filter by category (finishes, decisions, knockouts), subcategory, division, weight, country, and fighter status.

Analysis Tabs

Each tab is filterable and reflects live data. Clicking a fighter in any tab usually opens their chat context.

Live Fight Tracker

During fight night, ΛNIK shows the active fight in real time: current round, elapsed time, and the next fight in the queue.

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Tips for Better Results

1. Ask specific, scoped questions. "What is Holloway's significant-strike accuracy over his last 5 fights?" usually lands cleaner than "How good is Holloway?"
2. Use fighter names the way broadcast announcers do. ΛNIK accepts nicknames, partial names, and misspellings — but the less ambiguous, the faster the lookup.
3. Lean on comparison prompts for matchups. "Compare X vs Y" is the most reliable way to trigger the full matchup report.
4. Ask follow-ups in the same session. ΛNIK keeps conversation context (up to 20 messages). If the first answer raises a question, just ask it.
5. Request the method breakdown explicitly. If all you got was the win probability, follow up with "and method of victory?" and ΛNIK will run the method model.
6. Ask what data supports a claim. ΛNIK is happy to show its homework: "which fights did you use for that?"
7. Don't rely on ΛNIK for betting decisions. Outputs are probabilities, not advice. The platform is explicit: for entertainment, educational, and informational purposes only. ΛNIK is not a gambling service.

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Account and Billing

Checking Your Usage

Visit /usage to see your plan tier and how many queries you've used in the current billing window.

Managing Your Subscription

Open the account menu in the top-left corner of the left sidebar and select Billing. You'll be redirected to the Stripe customer portal where you can switch plans, update payment information, or cancel.

Account Settings

Visit /profile to update your display name. OAuth-linked accounts use the name from your provider.

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Questions or Problems?

• Terms of Service — /terms
• Privacy Policy — /privacy
• Development build status — /status
• Frequently asked questions — /faq
• How ΛNIK compares to other platforms — /compare

If you encounter a wrong stat, a stuck tool call, or a failed response, note the query and the error you saw — the team monitors ΛNIK traces and will see the failure on their end too.